77 citations · 181 across the 7 of their papers we have counts for
7 papers
Revisiting Weakly Supervised Pre-Training of Visual Perception Models
Mannat Singh, Laura Gustafson, Aaron Adcock +7
Model pre-training is a cornerstone of modern visual recognition systems. Although fully supervised pre-training on datasets like ImageNet is still the de-facto standard, recent st…
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training
Mark Zhao, Niket Agarwal, Aarti Basant +14
Datacenter-scale AI training clusters consisting of thousands of domain-specific accelerators (DSA) are used to train increasingly-complex deep learning models. These clusters rely…
SLIM: Scalable Linkage of Mobility Data
Fuat Basık, Hakan Ferhatosmanoğlu, Buğra Gedik
We present a scalable solution to link entities across mobility datasets using their spatio-temporal information. This is a fundamental problem in many applications such as linking…
Fair Task Allocation in Crowdsourced Delivery
Fuat Basik, Bugra Gedik, Hakan Ferhatosmanoglu +1
Faster and more cost-efficient, crowdsourced delivery is needed to meet the growing customer demands of many industries, including online shopping, on-demand local delivery, and on…
Spatio-Temporal Linkage over Location Enhanced Services
Fuat Basık, Buğra Gedik, Çağrı Etemoğlu +1
We are witnessing an enormous growth in the volume of data generated by various online services. An important portion of this data contains geographic references, since many of the…
Topic-Based Influence Computation in Social Networks under Resource Constraints
Kaan Bingöl, Bahaeddin Eravcı, Çağrı Özgenç Etemoğlu +2
As social networks are constantly changing and evolving, methods to analyze dynamic social networks are becoming more important in understanding social trends. However, due to the…
Building User-defined Runtime Adaptation Routines for Stream Processing Applications
Gabriela Jacques-Silva, Buğra Gedik, Rohit Wagle +2
Stream processing applications are deployed as continuous queries that run from the time of their submission until their cancellation. This deployment mode limits developers who ne…